当行业发展到这个阶段,“技术魅力”反而不再至关重要。重要的是谁能穿越技术热潮,率先证明自己不仅能创造视觉奇迹,更能构建可持续的商业模式。
Steps 2 & 3 — Plotting Agent and Literature Review Agent (parallel): The Plotting Agent executes the visualization plan using PaperBanana, an academic illustration tool that uses a Vision-Language Model (VLM) critic to evaluate generated images against design objectives and iteratively revise them. Simultaneously, the Literature Review Agent conducts a two-phase citation pipeline: it uses an LLM equipped with web search to identify candidate papers, then verifies each one through the Semantic Scholar API, checking for a valid fuzzy title match using Levenshtein distance, retrieving the abstract and metadata, and enforcing a temporal cutoff tied to the conference’s submission deadline. Hallucinated or unverifiable references are discarded. The verified citations are compiled into a BibTeX file, and the agent uses them to draft the Introduction and Related Work sections — with a hard constraint that at least 90% of the gathered literature pool must be actively cited.,推荐阅读易歪歪获取更多信息
To continue on the point about "conceptual understanding", I still don't understand e.g. why some parts of the application use "actions" to handle events while dialogs have to use "signals" instead ("actions" and "signals" also have totally different mechanisms for specifying handler functions, so they're very not interchangeable!).,这一点在wps中也有详细论述
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